• Title/Summary/Keyword: Improvement in Confidence

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Improvement of Keyword Spotting Performance Using Normalized Confidence Measure (정규화 신뢰도를 이용한 핵심어 검출 성능향상)

  • Kim, Cheol;Lee, Kyoung-Rok;Kim, Jin-Young;Choi, Seung-Ho;Choi, Seung-Ho
    • The Journal of the Acoustical Society of Korea
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    • v.21 no.4
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    • pp.380-386
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    • 2002
  • Conventional post-processing as like confidence measure (CM) proposed by Rahim calculates phones' CM using the likelihood between phoneme model and anti-model, and then word's CM is obtained by averaging phone-level CMs[1]. In conventional method, CMs of some specific keywords are tory low and they are usually rejected. The reason is that statistics of phone-level CMs are not consistent. In other words, phone-level CMs have different probability density functions (pdf) for each phone, especially sri-phone. To overcome this problem, in this paper, we propose normalized confidence measure. Our approach is to transform CM pdf of each tri-phone to the same pdf under the assumption that CM pdfs are Gaussian. For evaluating our method we use common keyword spotting system. In that system context-dependent HMM models are used for modeling keyword utterance and contort-independent HMM models are applied to non-keyword utterance. The experiment results show that the proposed NCM reduced FAR (false alarm rate) from 0.44 to 0.33 FA/KW/HR (false alarm/keyword/hour) when MDR is about 8%. It achieves 25% improvement of FAR.

The Effect of the Infant Cardiopulmonary Resuscitation Immediate Remediation for Child Care Teachers (보육교사를 대상으로 한 영아 심폐소생술 현장교정교육의 지속효과)

  • Kim, Il Ok;Shin, Sun Hwa
    • The Journal of Korean Academic Society of Nursing Education
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    • v.21 no.3
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    • pp.350-360
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    • 2015
  • Purpose: The purpose of this study was to evaluate the effectiveness and retention period of immediate remediation for infant cardiopulmonary resuscitation (CPR) in child care teachers. Methods: This study used a nonequivalent comparison pre- and post-test design to measure knowledge about and confidence in infant CPR and an interrupted time-series design to determine skill performance. The experimental group (n=25) received both immediate remediation and video learning for infant CPR, and the comparison group (n=28) received video learning only. Knowledge and confidence were measured before and after 4 weeks. Their skill performance was tested immediately, and 4 weeks, 8 weeks, 12 weeks, and 24 weeks after intervention. Data analysis consisted of ${\chi}^2$ tests, t-tests, paired t-tests, and a generalized linear mixed model. Results: There were significant increases in knowledge and confidence within the experimental group. Skill performance showed a significant difference according to the group factor (F=10.81, p=.002) and measurement time (F=146.80, p<.001). The experimental group maintained significantly higher skill performance than did the comparison group. Conclusion: These findings support the necessity of immediate remediation education for infant CPR to maintain skill performance. In addition, appropriate renewal time and the improvement of training programs for child care teachers are necessary.

Improvement of Confidence Measure Performance in Keyword Spotting using Background Model Set Algorithm (BMS 알고리즘을 이용한 핵심어 검출기 거절기능 성능 향상 실험)

  • Kim Byoung-Don;Kim Jin-Young;Choi Seung-Ho
    • MALSORI
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    • no.46
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    • pp.103-115
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    • 2003
  • In this paper, we proposed Background Model Set algorithm used in the speaker verification to improve calculating confidence measure(CM) in speech recognition. CM is to display relative likelihood between recognized models and antiphone models. In previous method calculating of CM, we calculated probability and standard deviation using all phonemes in composition of antiphone models. At this process, antiphone CM brought bad recognition result. Also, recognition time increases. In order to solve this problem, we studied about method to reconstitute average and standard deviation using BMS algorithm in CM calculation.

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A study on the performance improvement of learning based on consistency regularization and unlabeled data augmentation (일치성규칙과 목표값이 없는 데이터 증대를 이용하는 학습의 성능 향상 방법에 관한 연구)

  • Kim, Hyunwoong;Seok, Kyungha
    • The Korean Journal of Applied Statistics
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    • v.34 no.2
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    • pp.167-175
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    • 2021
  • Semi-supervised learning uses both labeled data and unlabeled data. Recently consistency regularization is very popular in semi-supervised learning. Unsupervised data augmentation (UDA) that uses unlabeled data augmentation is also based on the consistency regularization. The Kullback-Leibler divergence is used for the loss of unlabeled data and cross-entropy for the loss of labeled data through UDA learning. UDA uses techniques such as training signal annealing (TSA) and confidence-based masking to promote performance. In this study, we propose to use Jensen-Shannon divergence instead of Kullback-Leibler divergence, reverse-TSA and not to use confidence-based masking for performance improvement. Through experiment, we show that the proposed technique yields better performance than those of UDA.

The Effects of Convergence-Based Reeducation on Core Basic Nursing Skills on Nursing Students' Competence and Confidence (융복합기반 핵심기본간호술 재교육이 간호학생의 수행능력 및 자신감에 미치는 효과)

  • Jung, Myung-Sook;Kwon, Young-Sook
    • Journal of Digital Convergence
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    • v.13 no.4
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    • pp.295-302
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    • 2015
  • The purpose of this study was to evaluate the effects of convergence-based reeducation of core basic nursing skills (subcutaneous injection, indwelling catheterization) on competence, knowledge, attitude and confidence for nursing students. Subjects were 34 nursing students and 3rd grade. Experimental treatment and data collection was conducted from December 14 to 29, 2013. Skills for subcutaneous injection including simple blood glucose test and indwelling catheterization were evaluated before and after intervention. Knowledge, attitude and confidence were measured using structured questionnaires. Data were analyzed by the frequency, descriptive statistics and paired t-test using SPSS version 21. As a result, after reeducation, significant improvement was found in competence (p<.001), knowledge (p<.001) and confidence (p<.001) in subcutaneous injection and indwelling catheterization. Convergence-Based reeducation program was found effective to enhance the competence of core basic nursing skills before graduating nursing students. Therefore, it is necessary to continue to develop program and to evaluate the effects with further research.

A Study on Dietary Behavior of University Students Majoring in Judo (유도를 전공으로 하는 대학생들의 식생활 행동에 관한 조사연구)

  • Kim, Hye-Young
    • Journal of the Korean Society of Food Culture
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    • v.10 no.5
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    • pp.449-455
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    • 1995
  • This study was undertaken to investigate dietary status, food habits, and nutritional knowledge of university students majoring in judo (n=239) and to evaluate the effect of dietary behavior on their athletic activities. Mean daily dietary intakes (3,854.0 kcal) were similar to mean daily energy consumptions (3,975.5 kcal). Average daily intakes of most vitamins and minerals were higher than Korean Recommended Dietary Allowances except for the intake of vitamin A. Self-confidence on judo affected dietary behavior of the subjects: Subjects who had more self-confidence on judo showed more interest in good nutrition and concerned more about foods which could promote their athletic activities. Many side effects were manifested after sudden weight control for judo competition during school days. Therefore, it is suggested that good education on nutrition is necessary not only for athletic students, but also for coaches and trainers of the students. Ten weeks of education on nutrition significantly improved both food habits and nutritional knowledge of the subjects. Food habits were positively correlated with self-confidence on judo. Therefore, it is suggested that improvement of food habits through good education on nutrition would be helpful to improve athletic activities of the students.

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Utterance Verification using Phone-Level Log-Likelihood Ratio Patterns in Word Spotting Systems (핵심어 인식기에서 단어의 음소레벨 로그 우도 비율의 패턴을 이용한 발화검증 방법)

  • Kim, Chong-Hyon;Kwon, Suk-Bong;Kim, Hoi-Rin
    • Phonetics and Speech Sciences
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    • v.1 no.1
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    • pp.55-62
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    • 2009
  • This paper proposes an improved method to verify a keyword segment that results from a word spotting system. First a baseline word spotting system is implemented. In order to improve performance of the word spotting systems, we use a two-pass structure which consists of a word spotting system and an utterance verification system. Using the basic likelihood ratio test (LRT) based utterance verification system to verify the keywords, there have been certain problems which lead to performance degradation. So, we propose a method which uses phone-level log-likelihood ratios (PLLR) patterns in computing confidence measures for each keyword. The proposed method generates weights according to the PLLR patterns and assigns different weights to each phone in the process of generating confidence measures for the keywords. This proposed method has shown to be more appropriate to word spotting systems and we can achieve improvement in final word spotting accuracy.

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Estimation of Human Location in Indoor Environment using BLE-based Beacon (BLE기반 비콘을 이용한 실내 환경에서의 사용자 위치추정)

  • Lim, Su-Jong;Sung, Min-Gwan;Yun, Sang-Seok
    • IEMEK Journal of Embedded Systems and Applications
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    • v.16 no.5
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    • pp.195-200
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    • 2021
  • In this paper, we propose a method for a mobile robot to estimate a specific location of a service provision target using a beacon-tag for the purpose of providing location-based services (LBS) to users in an indoor environment. To estimate the location, the irregular characteristics and error factors of the received signal strength indicator (RSSI) generated from the beacon are analyzed, and the distance conversion function is derived from the RSSI data extracted by applying a Gaussian filter. Then, the distance data converted from the plurality of beacons estimates an indoor location through a triangulation technique. After that, the improvement in the location estimation is analyzed by applying the temporal confidence reasoning technique. The possibility of providing a LBS of a mobile robot was confirmed through a location estimation experiment for a plurality of designated locations in an indoor environment.

Reliability Improvement of Insulation Diagnosis Using the Hydro-Generator On-Line Partial Discharge Monitoring System (수력발전기 On-line 부분방전 측정 시스템을 이용한 절연상태 진단의 신뢰성 향상)

  • Ok, Yeon-Ho;Lee, Eun-Woong;Lim, Jae-Il;Park, Ji-Kun;Kwak, Won-Ku;Lee, Jae-Heung;Shin, Jae-Pil;Shin, Byoung-Chol
    • The Transactions of the Korean Institute of Electrical Engineers P
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    • v.58 no.4
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    • pp.469-475
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    • 2009
  • Accident dangerousness of domestic hydro power generators which are operated in Korea is on the increase because of use at the long term. On this, the Off-line diagnosis techniques developed to the On-line by continued domestic technical development since 2000. Especially, On-line insulation diagnosis of domestic hydro power generator is possible by localization of partial electric discharge sensor and On-line insulation diagnosis system. This paper shows the diagnosis result that is applied localized Ceramic Coupler and PDMS-HG(Partial Discharge Monitoring System for Hydro Generator) at four Chung-ju hydro Generator used for 25 years. Particularly, the confidence of insulation diagnosis is improved by using high frequency filter and sampling the partial discharge signals which occur in site. For reviewing the confidence of On-Line insulation diagnosis system, we measured the outside noises and partial discharge signals during practical operation by using the partial discharge diagnosis system of the Full A/D process. And we reviewed the confidence of the On-Line insulation diagnosis system by comparing and analyzing these data.

A Study on the Marital Satisfaction and Needs of Education for Elder Couples - Centered the Mid-Later Life - (결혼만족도와 노년기부부교육요구에 관한 연구 - 중.노년기를 중심으로 -)

  • Hong, Dal-Ah-Gi;Lee, Nam-Joo
    • Korean Journal of Human Ecology
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    • v.14 no.6
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    • pp.883-898
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    • 2005
  • This study was to find out the demand for the education of elder marital couples to improve their relationship. The results of this study were as follows. 1. Marital satisfaction was affected by four elements such as confidence and affinity, mutual respect, communication, and cohesion. Each element showed significant differences by the socio-demographic variables. Out of these variables, age, academic career, health, occupation, and salary showed significant difference in all 4 elements affecting the marital satisfaction. 2. The couples with shorter marriage period, with religion, and belonging to a nuclear family, and doing social activities were recognized the necessity of education highly. 3. The higher the confidence and affinity, and cohesion between couple, the higher the demand for education program. The lower the score of communication between couple, they participated more often in the educational program. For the improvement of confidence and affinity between couple, the educational program with partners is necessary.

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